Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-127046	ENR	Charlotte Guzman	1963-03-01	UHC-27658-01	8622597123	9733 Broadway, Chandler, AZ, 85271	0.80	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed
ENR-125640	ENR	Gerald A Rios	1976-08-18	UHC-08945-22	4202731541	8925 Market St, Mesa, AZ, 85253	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-126787	ENR	Omar P Flores	1944-03-19	UHC-91661-29	6719421059	1848 Highland Ave, Charlotte, NC, 28269	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-139779	ENR	Mariana T Gordon	2002-12-27	UHC-48651-30	2806555065	8499 Broadway, Nashville, TN, 37243	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-138735	ENR	Zachary H Peters	1998-12-15	UHC-90080-28	2944830123	7059 Hillcrest Rd, Scottsdale, AZ, 85257	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-421963	CLM	Randy Williams	1972-03-18	UHC-07902-34	7604390396	2660 Mountain View Dr, Columbus, OH, 43231	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-124137	ENR	Janice I Boyd	1993-01-15	UHC-79838-47	2166803014	6307 Canyon Rd, Gilbert, AZ, 85292	0.80	Phone reformatted City re-cased State code upper-cased ZIP+4 trimmed
ENR-127288	ENR	Jacob Maldonado	1996-07-26	—	9126346690	4546 Ridge Rd, San Diego, CA, 92121	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
TPA-61306	TPA	Edward Alvarado	1960-06-18	UHC-97144-40	—	6451 Sage Ct, San Antonio, TX, 78244	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22080	PRV	Donna Garza	1997-09-22	—	3375663352	8852 Maple Ave, Columbus, OH, 43299	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-119100	ENR	Ruth Crapenter	1968-07-02	UHC-28410-78	9664507753	9807 Camelback Rd, Glendale, AZ, 85303	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-410233	CLM	James McDonald	1959-03-20	UHC-97198-99	4352519505	209 Mountain View Dr, Fresno, CA, 93715	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55207	TPA	Zachary Holmes	1960-05-10	—	6985379094	5767 Broadway, Sacramento, CA, 95856	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-58536	TPA	Patrick Valdez	2004-08-20	—	5963246416	4711 Pine Dr, Columbus, OH, 43210	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-138221	ENR	Hannah Burns	1965-07-13	UHC-22094-17	3755812646	4611 Forest Ave, Scottsdale, AZ, 85277	0.80	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-120642	ENR	Mei R Hunt	1946-12-20	UHC-84600-88	4603416052	7787 Baseline Rd, Phoenix, AZ, 85053	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-132884	ENR	Kelly M Bakre	1953-02-17	UHC-86668-68	8976941010	8831 Cedar Ln, Atlanta, GA, 30300	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-416293	CLM	Sandra Crawford	2000-06-09	UHC-88894-29	4218584642	6612 Harbor Blvd, Houston, TX, 77024	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-424609	CLM	Samuel Y Bishop	1973-11-16	UHC-34213-31	—	5173 Desert Sky Blvd, Gilbert, AZ, 85207	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-142750	ENR	Pat H Guzman	1984-06-18	UHC-51894-06	4166860641	9570 Pine Dr, Seattle, WA, 98122	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-56578	TPA	Benjamin Contreras	1980-06-23	—	9464555695	7408 Sage Ct, Gilbert, AZ, 85210	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-123735	ENR	Melissa I Lane	1953-06-05	UHC-29283-71	4495015059	137 Park Pl, Chandler, AZ, 85203	0.80	Date of birth reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-101835	ENR	Sandra Z Davis	1953-01-05	UHC-90638-23	8009303442	7452 Elm St, Plano, TX, 75000	0.80	Phone reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
CLM-429757	CLM	Mills James	1982-10-16	UHC-21607-68	4896745749	9312 Broadway, Los Angeles, CA, 90068	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-109655	ENR	Joe Harvey	1956-09-20	UHC-56836-11	5794056018	6432 Hillcrest Rd, Atlanta, GA, 30357	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-20238	PRV	Kenneth Stewart	1995-03-25	—	2322345091	2211 Mesa Dr, Denver, CO, 80273	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
TPA-58651	TPA	Shirley Rogers	1944-05-12	—	—	6321 Harbor Blvd, Scottsdale, AZ, 85292	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-59248	TPA	Santiago E Patterson	1978-05-19	UHC-98029-22	—	6551 Mesa Dr, Charlotte, NC, 28248	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-411596	CLM	Austin Morales	1992-04-08	UHC-73946-07	3978119293	898 Broadway, Charlotte, NC, 28266	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
PRV-22583	PRV	Ronald U Alvarez	1994-03-19	UHC-65432-23	7483421406	1061 Spring St, Fresno, CA, 93709	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-112069	ENR	Carul Reyes	1994-04-21	UHC-62464-04	4527601031	642 Apache Blvd, Tucson, AZ, 85701	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-103656	ENR	Laura D Castro	1938-03-14	UHC-77112-55	—	5820 Ridge Rd, Fresno, CA, 93740	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-119591	ENR	Jean I Wang	1960-03-11	UHC-24681-22	9645305603	501 Church St, San Antonio, TX, 78236	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-139716	ENR	Diana W Greeen	1943-02-24	UHC-68400-81	4907117769	2384 River Rd, Miami, FL, 33105	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-136120	ENR	Mriana Owens	1998-06-24	UHC-35620-95	5198981877	6172 Ocean Ave, Orlando, FL, 32836	0.80	ZIP+4 trimmed Plan code upper-cased Whitespace trimmed Placeholder values cleared
ENR-126677	ENR	Noah Sism	1942-04-20	UHC-84747-41	5312906029	1228 Elm St, Atlanta, GA, 30325	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-122808	ENR	Nicholas Gonzalez	1973-09-07	UHC-87411-08	5659904813	1037 Willow Ct, Sacramento, CA, 95865	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-408595	CLM	Tyler McDonald	1947-11-22	—	—	2865 Broadway, San Antonio, TX, 78223	0.80	Name re-cased State code upper-cased ZIP+4 trimmed Placeholder values cleared
CLM-416238	CLM	Jack Hall	1999-09-13	UHC-00511-45	—	5459 Canyon Rd, San Diego, CA, 92191	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425606	CLM	Lauren Wang	1963-08-19	—	8896251698	6246 Park Pl, Nashville, TN, 37252	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-123279	ENR	Cynthia W Ford	1986-06-11	UHC-96947-77	6936057795	3753 Lincoln Way, Fresno, CA, 93791	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased
ENR-112823	ENR	Amber W Powll	1964-03-27	UHC-53088-98	4128530879	7198 Ridge Rd, San Antonio, TX, 78252	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-62483	TPA	Brucce G Evans	1965-11-07	—	—	6479 River Rd, Denver, CO, 80250	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-28473	PRV	Nicholas O King	1992-05-02	UHC-48082-65	—	2780 Oak St, San Antonio, TX, 78231	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-113415	ENR	John R Nelson	1994-01-21	UHC-59328-85	2215555652	142 Washington St, Orlando, FL, 32863	0.80	Phone reformatted State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-121036	ENR	Santiago Y Owens	1982-11-24	UHC-49699-73	4815453554	2544 Harbor Blvd, Orlando, FL, 32862	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-402203	CLM	Patrick Elliott	1973-02-27	UHC-17420-63	6577583887	8508 Willow Ct, Columbus, OH, 43261	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-58386	TPA	Gabriel Wong	1950-02-27	—	—	3548 Harbor Blvd, Tampa, FL, 33636	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-109918	ENR	Thomas D Mendoza	1964-11-16	UHC-87035-55	9103901758	1647 Canyon Rd, Scottsdale, AZ, 85289	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
CLM-414109	CLM	Walter Flores	1966-11-05	—	4604772449	4809 Bayshore Dr, Austin, TX, 78778	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared

8,263 rows, page 148 of 166Previous Next